Satellite Data Shows Resilience of Tigrayan Farmers in Crop Cultivation During Civil War
Abstract: The Tigray War was an armed conflict that took place primarily in the Tigray region of northern Ethiopia from November 3, 2020 to November 2, 2022. Given the importance of agriculture in Tigray to livelihoods and food security, determining the impact of the war on cultivated area is critical. However, quantifying this impact was difficult due to restricted movement within and into the region and conflict-driven insecurity and blockages. Using satellite imagery and statistical area estimation techniques, we assessed changes in crop cultivation area in Tigray before and during the war. Our findings show that cultivated area was largely stable between 2020-2021 despite the widespread impacts of the war. We estimated $1,132,000\pm133,000$ hectares of cultivation in pre-war 2020 compared to $1,217,000 \pm 132,000$ hectares in wartime 2021. Comparing changes inside and outside of a 5 km buffer around conflict events, we found a slightly higher upper confidence limit of cropland loss within the buffer (0-3%) compared to outside the buffer (0-1%). Our results support other reports that despite widespread war-related disruptions, Tigrayan farmers were largely able to sustain cultivation. Our study demonstrates the capability of remote sensing combined with machine learning and statistical techniques to provide timely, transparent area estimates for monitoring food security in regions inaccessible due to conflict.
- Integrated Food Security Phase Classification, IPC Acute Food Insecurity Analysis (June 2021). URL https://www.ipcinfo.org/fileadmin/user_upload/ipcinfo/docs/IPC_Ethiopia_Acute_Food_Insecurity_2021MaySept_national.pdf
- doi:10.5194/isprs-archives-XLVI-4-W2-2021-9-2021. URL https://isprs-archives.copernicus.org/articles/XLVI-4-W2-2021/9/2021/
- NASA Harvest, Farming A Warzone: NASA Harvest Releases Satellite-Based Ukraine Wheat Production Estimates (June 2023). URL https://nasaharvest.org/news/farming-warzone-nasa-harvest-releases-satellite-based-ukraine-wheat-production-estimates
- doi:10.1609/aaai.v37i12.26713. URL https://ojs.aaai.org/index.php/AAAI/article/view/26713
- doi:10.5194/isprs-annals-IV-2-W7-145-2019.
- doi:10.1594/PANGAEA.943374.
- doi:10.5281/zenodo.5571936. URL https://doi.org/10.5281/zenodo.5571936
- ESA WorldCover consortium, ESA WorldCover project (2020). doi:https://esa-worldcover.org/en/data-access.
- Digital Earth Africa, Digital Earth Africa Cropland Extent Map (2019) (2019). doi:https://registry.opendata.aws/deafrica-crop-extent/.
- doi:10.5281/zenodo.3939050. URL https://doi.org/10.5281/zenodo.3939050
- A. Perez-Hoyos, Global crop and rangeland masks [data set] (2010). doi:http://data.europa.eu/89h/jrc-10112-10005.
- Esri, Esri Sentinel-2 10m Land Use/Land Cover (2022). doi:https://livingatlas.arcgis.com/landcoverexplorer/.
Paper Prompts
Sign up for free to create and run prompts on this paper using GPT-5.
Top Community Prompts
Collections
Sign up for free to add this paper to one or more collections.